TMA1 is a local-first observability platform designed for monitoring Large Language Model (LLM) agents. It provides real-time tracking of token usage, costs, latency, and security anomalies directly on the user’s machine without uploading data to the cloud. The tool supports various agent frameworks like Claude Code and Copilot CLI, offering detailed session analytics and anomaly detection to optimize AI agent performance and budget.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch TMA1 mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "TMA1",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]